{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 项目介绍\n",
    "\n",
    "本项目主要对链家二手房房源数据进行分析，通过数据可视化了解深圳的二手房源情况，对人们购房做出指导。分析过程主要围绕一下方面展开：项目背景、项目流程（数据来源、分析目标、数据理解、数据可视化与分析）、项目总结。\n",
    "\n",
    "- 项目背景\n",
    "\n",
    "随着经济的发展，北、上、广、深这四大都市迅速发展，在经济、政治等方面有突出的表现，而且工作机会多，生活质量较高，是大多数人所向往的地方。但是要在这些城市定居是一件不容易的事情，这样来说购买二手房是一个可以选择的方案，说到这我们一定会想了解这些地区的房源大概情况。所以本项目是对深圳链家二手房房源进行的分析，希望可以帮助部分人解决购房问题，从多维度出发分析，帮助买家拿定主意，实现合理的购房。\n",
    "\n",
    "- 核心技术\n",
    "\n",
    "Numpy、pandas、Matplotlib库的使用，数据清洗，数据可视化\n",
    "\n",
    "- 数据\n",
    "\n",
    "shenzhen.csv\n",
    "\n",
    "数据来源于和鲸社区，附链接：\n",
    "https://www.kesci.com/home/dataset/5e5e3effb8dfce002d7ed893\n",
    "- 数据理解\n",
    "\n",
    "深圳二手房房源信息：\n",
    "\n",
    "数据量18906条；\n",
    "\n",
    "数据说明：\n",
    "\n",
    "area：行政区（如：南山区）\n",
    "\n",
    "title：房源信息标题\n",
    "\n",
    "community：小区\n",
    "\n",
    "position：地段位置（如：万象城）\n",
    "\n",
    "tax：税率相关（如：房本满五年）\n",
    "\n",
    "total_price：总价，单位：万元\n",
    "\n",
    "unit_price：单价，单位：元/平米\n",
    "\n",
    "hourseType：户型（如：三室一厅）\n",
    "\n",
    "hourseSize：面积，单位：平米\n",
    "\n",
    "direction：房间朝向\n",
    "\n",
    "fitment：装修（如：精装，简装）\n",
    "- 分析目的\n",
    "\n",
    "了解圳二手房的大体情况，通过对不同行政区、不同户型、不同朝向、不同装修进行分析来了解。\n",
    "\n",
    "分析深圳二手房房价的影响因素有哪些？优质房源有哪些？\n",
    "\n",
    "怎么选择合适的房源？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据分析与可视化\n",
    "\n",
    "### 一、数据清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 引入使用的库\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "from pylab import mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['FangSong'] # 指定默认字体\n",
    "plt.rc('figure', figsize=(10, 10))  #把plt默认的图片size调大一点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>area</th>\n",
       "      <th>title</th>\n",
       "      <th>community</th>\n",
       "      <th>position</th>\n",
       "      <th>tax</th>\n",
       "      <th>total_price</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>hourseType</th>\n",
       "      <th>hourseSize</th>\n",
       "      <th>direction</th>\n",
       "      <th>fitment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>罗湖区</td>\n",
       "      <td>满五红本， 户型方正朝南，自住装修保养好，花园社区</td>\n",
       "      <td>金城华庭</td>\n",
       "      <td>螺岭</td>\n",
       "      <td>房本满五年</td>\n",
       "      <td>710.0</td>\n",
       "      <td>79552.0</td>\n",
       "      <td>3室1厅</td>\n",
       "      <td>89.25</td>\n",
       "      <td>南</td>\n",
       "      <td>精装</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>罗湖区</td>\n",
       "      <td>7号线洪湖站前59万平洪湖公园后京基水贝*2个万象城</td>\n",
       "      <td>洪湖东岸</td>\n",
       "      <td>翠竹</td>\n",
       "      <td>房本满五年</td>\n",
       "      <td>408.0</td>\n",
       "      <td>54736.0</td>\n",
       "      <td>3室1厅</td>\n",
       "      <td>74.54</td>\n",
       "      <td>西</td>\n",
       "      <td>精装</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>罗湖区</td>\n",
       "      <td>《供电南苑。复式三层四房户型》万象城，地理位置优越</td>\n",
       "      <td>供电南苑</td>\n",
       "      <td>万象城</td>\n",
       "      <td>房本满五年</td>\n",
       "      <td>850.0</td>\n",
       "      <td>67649.0</td>\n",
       "      <td>4室1厅</td>\n",
       "      <td>125.65</td>\n",
       "      <td>西</td>\n",
       "      <td>简装</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>罗湖区</td>\n",
       "      <td>不用明额 满两年红本 高层东南三房 有钥匙随时可看</td>\n",
       "      <td>翡翠公寓</td>\n",
       "      <td>翠竹</td>\n",
       "      <td>房本满五年</td>\n",
       "      <td>360.0</td>\n",
       "      <td>60627.0</td>\n",
       "      <td>3室2厅</td>\n",
       "      <td>59.38</td>\n",
       "      <td>南</td>\n",
       "      <td>精装</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>罗湖区</td>\n",
       "      <td>都市名园 2室1厅 370万</td>\n",
       "      <td>都市名园</td>\n",
       "      <td>万象城</td>\n",
       "      <td>NaN</td>\n",
       "      <td>370.0</td>\n",
       "      <td>48259.0</td>\n",
       "      <td>2室1厅</td>\n",
       "      <td>76.67</td>\n",
       "      <td>东北</td>\n",
       "      <td>简装</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 area                       title community position    tax  \\\n",
       "0           0  罗湖区   满五红本， 户型方正朝南，自住装修保养好，花园社区      金城华庭       螺岭  房本满五年   \n",
       "1           1  罗湖区  7号线洪湖站前59万平洪湖公园后京基水贝*2个万象城      洪湖东岸       翠竹  房本满五年   \n",
       "2           2  罗湖区   《供电南苑。复式三层四房户型》万象城，地理位置优越      供电南苑      万象城  房本满五年   \n",
       "3           3  罗湖区   不用明额 满两年红本 高层东南三房 有钥匙随时可看      翡翠公寓       翠竹  房本满五年   \n",
       "4           4  罗湖区              都市名园 2室1厅 370万      都市名园      万象城    NaN   \n",
       "\n",
       "   total_price  unit_price hourseType  hourseSize direction fitment  \n",
       "0        710.0     79552.0       3室1厅       89.25         南      精装  \n",
       "1        408.0     54736.0       3室1厅       74.54         西      精装  \n",
       "2        850.0     67649.0       4室1厅      125.65         西      简装  \n",
       "3        360.0     60627.0       3室2厅       59.38         南      精装  \n",
       "4        370.0     48259.0       2室1厅       76.67        东北      简装  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取数据文件，查看数据大体情况\n",
    "df = pd.read_csv('./shenzhen.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>total_price</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>hourseSize</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>18907.000000</td>\n",
       "      <td>18907.000000</td>\n",
       "      <td>18907.000000</td>\n",
       "      <td>18907.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9453.000000</td>\n",
       "      <td>686.988634</td>\n",
       "      <td>64893.523721</td>\n",
       "      <td>100.622215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5458.125105</td>\n",
       "      <td>621.063940</td>\n",
       "      <td>25713.800191</td>\n",
       "      <td>95.858442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>506.000000</td>\n",
       "      <td>13.150000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4726.500000</td>\n",
       "      <td>345.000000</td>\n",
       "      <td>46263.500000</td>\n",
       "      <td>66.830000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>9453.000000</td>\n",
       "      <td>505.000000</td>\n",
       "      <td>59441.000000</td>\n",
       "      <td>88.260000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>14179.500000</td>\n",
       "      <td>786.000000</td>\n",
       "      <td>78108.000000</td>\n",
       "      <td>121.065000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>18906.000000</td>\n",
       "      <td>8800.000000</td>\n",
       "      <td>225635.000000</td>\n",
       "      <td>10871.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Unnamed: 0   total_price     unit_price    hourseSize\n",
       "count  18907.000000  18907.000000   18907.000000  18907.000000\n",
       "mean    9453.000000    686.988634   64893.523721    100.622215\n",
       "std     5458.125105    621.063940   25713.800191     95.858442\n",
       "min        0.000000     24.000000     506.000000     13.150000\n",
       "25%     4726.500000    345.000000   46263.500000     66.830000\n",
       "50%     9453.000000    505.000000   59441.000000     88.260000\n",
       "75%    14179.500000    786.000000   78108.000000    121.065000\n",
       "max    18906.000000   8800.000000  225635.000000  10871.000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 异常数据处理\n",
    "房间大小有夸大的部分，经过查询发现房价与房源面积不符合客观事实，进行删除"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>area</th>\n",
       "      <th>title</th>\n",
       "      <th>community</th>\n",
       "      <th>position</th>\n",
       "      <th>tax</th>\n",
       "      <th>total_price</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>hourseType</th>\n",
       "      <th>hourseSize</th>\n",
       "      <th>direction</th>\n",
       "      <th>fitment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12546</th>\n",
       "      <td>12546</td>\n",
       "      <td>宝安区</td>\n",
       "      <td>弘雅二期花园中间，中间楼层，满五年，红本在手</td>\n",
       "      <td>弘雅花园第二期</td>\n",
       "      <td>新安</td>\n",
       "      <td>房本满五年</td>\n",
       "      <td>550.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>3室2厅</td>\n",
       "      <td>10871.0</td>\n",
       "      <td>东南</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0 area                   title community position    tax  \\\n",
       "12546       12546  宝安区  弘雅二期花园中间，中间楼层，满五年，红本在手   弘雅花园第二期       新安  房本满五年   \n",
       "\n",
       "       total_price  unit_price hourseType  hourseSize direction fitment  \n",
       "12546        550.0       506.0       3室2厅     10871.0        东南      其他  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#房间大小超过10000平米的数据\n",
    "df[df['hourseSize']>10000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "18907\n",
      "18906\n"
     ]
    }
   ],
   "source": [
    "# 删除超过10000平米的数据\n",
    "print(len(df))\n",
    "df = df.drop(df[df['hourseSize']>10000].index)\n",
    "print(len(df))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 数据概览"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 18906 entries, 0 to 18906\n",
      "Data columns (total 12 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   Unnamed: 0   18906 non-null  int64  \n",
      " 1   area         18906 non-null  object \n",
      " 2   title        18898 non-null  object \n",
      " 3   community    18906 non-null  object \n",
      " 4   position     18906 non-null  object \n",
      " 5   tax          10710 non-null  object \n",
      " 6   total_price  18906 non-null  float64\n",
      " 7   unit_price   18906 non-null  float64\n",
      " 8   hourseType   18906 non-null  object \n",
      " 9   hourseSize   18906 non-null  float64\n",
      " 10  direction    18906 non-null  object \n",
      " 11  fitment      18906 non-null  object \n",
      "dtypes: float64(3), int64(1), object(8)\n",
      "memory usage: 1.9+ MB\n"
     ]
    }
   ],
   "source": [
    "#查看每列的总数、数据类型\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "发现title和tax列存在缺失数据，但这两列不是需要分析的列。其它列数据完整，不需要进行处理。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 重复值处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>area</th>\n",
       "      <th>title</th>\n",
       "      <th>community</th>\n",
       "      <th>position</th>\n",
       "      <th>tax</th>\n",
       "      <th>total_price</th>\n",
       "      <th>unit_price</th>\n",
       "      <th>hourseType</th>\n",
       "      <th>hourseSize</th>\n",
       "      <th>direction</th>\n",
       "      <th>fitment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [Unnamed: 0, area, title, community, position, tax, total_price, unit_price, hourseType, hourseSize, direction, fitment]\n",
       "Index: []"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看重复值\n",
    "df[df.duplicated()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "发现没有重复数据，数据清洗完成，开始数据分析。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 二、数据分析\n",
    "\n",
    "#### 1.了解圳二手房房源的整体情况（总体分析）\n",
    "\n",
    "主要从四个方面出发利用matplotlib绘制饼图。\n",
    "不同行政区、户型、朝向、装修与二手房房源数量的对比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 不同行政区房源数量占比\n",
    "area_house_count = df.groupby('area')['area'].count()\n",
    "area_house_count.sort_values(ascending=False,inplace=True)  #按照降序排列\n",
    "# area_house_count\n",
    "\n",
    "# 不同户型房源数量占比\n",
    "hourseType_count = df.groupby('hourseType')['hourseType'].count()\n",
    "hourseType_count.sort_values(ascending=False,inplace=True)  #按照降序排列\n",
    "new_hourseType_count = hourseType_count[hourseType_count>700]\n",
    "new_hourseType_count['其它'] = hourseType_count[hourseType_count<700].sum()\n",
    "# new_hourseType_count\n",
    "\n",
    "# 不同朝向房源数量占比()\n",
    "direction_count = df.groupby('direction')['direction'].count()  \n",
    "new_direction_count =direction_count[direction_count>800]\n",
    "new_direction_count['其它'] = direction_count[direction_count<800].sum()\n",
    "new_direction_count.sort_values(ascending=False)\n",
    "\n",
    "# 不同装修\n",
    "fitment_count = df.groupby('fitment')['fitment'].count().sort_values(ascending=False)\n",
    "fitment_count.sort_values(ascending=False,inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘制饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x810 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig=plt.figure(figsize=(12,9),dpi=90)\n",
    "ax1=fig.add_subplot(2,2,1) \n",
    "plt.title(\"不同行政区房源数量占比情况\")\n",
    "area_house_count.plot.pie(shadow=True,autopct='%0.f%%',explode=[0.05,0.05,0.05,0.05,0,0,0,0],labeldistance=1.1,startangle=90)\n",
    "\n",
    "ax2=fig.add_subplot(2,2,2)\n",
    "plt.title(\"不同户型房源数量占比情况\")\n",
    "new_hourseType_count.plot.pie(shadow=True,autopct='%0.f%%',explode=[0.05,0,0,0,0,0,0,0,0,0],labeldistance=1.1,startangle=90)\n",
    "\n",
    "ax3=fig.add_subplot(2,2,3)\n",
    "plt.title(\"不同朝向房源数量占比情况\")\n",
    "new_direction_count.plot.pie(shadow=True,autopct='%0.f%%',explode=[0,0,0,0,0.05,0,0,0,0],labeldistance=1.1,startangle=90)\n",
    "\n",
    "ax4=fig.add_subplot(2,2,4)\n",
    "plt.title(\"不同装修类型的占比情况\")\n",
    "fitment_count.plot.pie(shadow=True,autopct='%0.f%%',labeldistance=1.1,explode=[0.05,0,0,0],startangle=45) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从以上图形我们可以看出：\n",
    "\n",
    "（1）行政区房源数量，龙岗区、罗湖区、福田区、南山区的二手房房源数量占比为16%且最多，龙华区次之。看来大部分行政区的房源数量还是很充足的，差异最大的是坪山区二手房源数量最少只占了3%。\n",
    "\n",
    "（2）深圳二手房房源户型类别多，3室2厅户型的数量最多，2室1厅次之。由此看出大众购房户型类别丰富多样，且以常见户型为主。\n",
    "\n",
    "（3）从不同朝向房源数量占比了解到朝向为南的房源数量最多占所有朝向类型的32%，东南朝向房源数量也挺多占24%，相差不大；南北、西北等其它朝向数量较少。这两种朝向的房源数较多说明了大众买房还是比较喜欢朝南的方向，光线比较充足。\n",
    "\n",
    "（4）深圳二手房的装修主要以精装和简装为主，精装占很大一部分54%。精装的房间能提高人们入住的舒适度。\n",
    "总体分析来说提供了选择二手房的大方向。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.影响深圳二手房源价格的因素分析\n",
    "\n",
    "- 不同行政区对房价的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "area\n",
       "南山区    1055.371167\n",
       "宝安区     815.907730\n",
       "福田区     757.017633\n",
       "龙华区     687.321865\n",
       "盐田区     517.372137\n",
       "罗湖区     478.523033\n",
       "龙岗区     474.388533\n",
       "坪山区     318.978323\n",
       "Name: total_price, dtype: float64"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 不同区的总价对比\n",
    "area_house_mean_totalprice = df.groupby('area')['total_price'].mean()\n",
    "area_house_mean_totalprice.sort_values(ascending=False,inplace=True)\n",
    "area_house_mean_totalprice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "area\n",
       "南山区    92239.793667\n",
       "福田区    77030.074333\n",
       "宝安区    67826.517791\n",
       "龙华区    60516.629759\n",
       "罗湖区    57632.523000\n",
       "盐田区    49925.460775\n",
       "龙岗区    44816.287667\n",
       "坪山区    35425.415133\n",
       "Name: unit_price, dtype: float64"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 不同区的单价对比\n",
    "area_house_mean_unitprice = df.groupby('area')['unit_price'].mean()\n",
    "area_house_mean_unitprice.sort_values(ascending=False,inplace=True)\n",
    "area_house_mean_unitprice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(15,5),dpi=100)\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "plt.title(\"深圳不同地区总价对比\")\n",
    "plt.ylim([300,1100])  #设置y坐标轴的范围\n",
    "rects = area_house_mean_totalprice.plot.bar(alpha=0.7,color='#1E90FF')\n",
    "plt.grid(alpha=0.5,color='#DDA0DD',linestyle='--',axis='y')\n",
    "\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "plt.title(\"深圳不同地区单价对比\")\n",
    "plt.ylim([30000,100000])\n",
    "area_house_mean_unitprice.plot.bar(alpha=0.7,color='#4876FF')\n",
    "plt.grid(alpha=0.5,color='#DDA0DD',linestyle='--',axis='y')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从以上图形我们可以看出，南山区的单价和总价是是8个区中最高的，并且其二手房的总价比其他区的都要高200万左右，二手房单价比其他区的要高20000元左右。坪山区二手房的单价和总价都是最低的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 不同地段对房价的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "position_house_mean_price = df.groupby('position')['total_price'].mean()\n",
    "position_house_mean_price.sort_values(ascending=False,inplace=True)\n",
    "\n",
    "#绘图  只展示排名前十的地段\n",
    "\n",
    "ax = plt.subplot(111)\n",
    "plt.title(\"房价排名前十的地段\",fontsize=20) # 设置标题字体大小\n",
    "# 设置刻度字体大小\n",
    "plt.xticks(fontsize=20)\n",
    "plt.yticks(fontsize=20)\n",
    "# 设置坐标标签字体大小\n",
    "ax.set_xlabel(..., fontsize=20)\n",
    "ax.set_ylabel(..., fontsize=20)\n",
    "\n",
    "position_house_mean_price.head(10).plot.barh(alpha=0.7,color=[\n",
    "    '#CD3700','#9ACD32','#7EC0EE','y','orange','#4876FF','#EEA9B8','#EE7942','#CD69C9','#668B8B'])\n",
    "plt.grid(color='#DDA0DD',linestyle='--',alpha=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由以上图形可知，排名前十的地段分别为：曦城、香蜜湖、红树湾、深圳湾、宝安中心、华侨城、百花、科技园、竹子林、蛇口，曦城的房价最高，前十的所有地段的二手房源总价都高于1200万元。可见要想住在好地段就得有雄厚的经济实力。\n",
    "那么排名前十的地段分布在哪个行政区呢？（只分析排名前2的行政区）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 总价排名前十的小区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "community_top10 = df.groupby('community')['total_price'].mean().sort_values(ascending=False).head(10)\n",
    "\n",
    "# fig = plt.figure(figsize=(12,8),dpi=100)\n",
    "# ax = fig.add_subplot(1,1,1)\n",
    "ax = plt.subplot(111)\n",
    "# 设置刻度字体大小\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "# 设置坐标标签字体大小\n",
    "ax.set_xlabel(..., fontsize=15)\n",
    "ax.set_ylabel(..., fontsize=15)\n",
    "\n",
    "plt.title(\"二手房均价（总价）排名前十的小区分析\",fontsize=15)\n",
    "community_top10.plot.barh(alpha=0.7,width=0.7)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以上图可以看出，二手房房源总价排名前十的小区都有哪些，可以通过这个作为选择小区的依据。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 房屋朝向对价格的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1800x960 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 房屋朝向对价格的影响，只分析单价\n",
    "direction_unit_price = df.groupby('direction')['unit_price'].mean().sort_values(ascending=False)\n",
    "plt.figure(figsize=(15,8),dpi=120)\n",
    "plt.title(\"房屋朝向对价格的影响\")\n",
    "direction_unit_price.plot.bar(alpha=0.7)\n",
    "plt.grid(color='#DDA0DD',linestyle='--',alpha=0.5,axis='y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 装修对价格的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fit_price = df.groupby('fitment')['unit_price'].mean().sort_values(ascending=False)\n",
    "\n",
    "ax = plt.subplot(111)\n",
    "# 设置刻度字体大小\n",
    "plt.xticks(fontsize=15)\n",
    "plt.yticks(fontsize=15)\n",
    "# 设置坐标标签字体大小\n",
    "ax.set_xlabel(..., fontsize=15)\n",
    "ax.set_ylabel(..., fontsize=15)\n",
    "plt.title(\"不同装修和单价的关系\", fontsize=15)\n",
    "plt.ylabel(\"单价（万元/每平方米）\", fontsize=15)\n",
    "\n",
    "fit_price.plot.bar(color=['#FF7F50','#00E00D','#FFA500','#7B68EE'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "装修的价格没有太大的差异。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 其它方面的分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不同装修房间的平均面积\n",
    "fit_average_size = df.groupby('fitment')['hourseSize'].mean().sort_values(ascending=False)\n",
    "fit_average_size \n",
    "plt.title(\"不同装修房间的平均面积\",fontsize=15)\n",
    "# plt.ylable(\"面积（平米）\")\n",
    "fit_average_size .plot.bar(color=['#FF7F50','#00E00D','#FFA500','#7B68EE'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可以看出毛坯房的面积最大，比其它三种装修类型的面积大50平米左右，其它三种装修类型的平均面积相差不大。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不同价格区间内的房源数量\n",
    "\n",
    "bins_arr = np.arange(20,9000,500)\n",
    "bins = pd.cut(df['total_price'],bins_arr)\n",
    "totalprice_counts = df['total_price'].groupby(bins).count()\n",
    "\n",
    "plt.title(\"深圳不同总价区间内的二手房源数量分析\",fontsize=15)\n",
    "plt.ylabel(\"二手房数量\")\n",
    "totalprice_counts.plot.barh(alpha=0.7,width=0.7) \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "由上图可以看出，房价（总价）在（20，250]间的房源数量最多，（520,1020]房源数量次之，价格特别高的房很少。可以说房价处于正常范围内。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "\n",
    "房源数量最多的区有龙岗区、罗湖区、福田区、南山区，在这四个区中南山区宝安区、福田区的总价比较高都在700百万以上。\n",
    "\n",
    "对于想选择好地段、价钱差不多就行的人，推荐选择宝安中心的房源。因为宝安中心价格在排名前十的地段中位于第5，说明地段不错，房价在前十中不算很高，值得推荐。\n",
    "\n",
    "小区的选择可以参照二手房均价（总价）排名前十的小区，进行选择。房屋朝向推荐朝南，朝东南的方向。\n",
    "\n",
    "装修可以根据自己的喜好进行选择，优先选择精装，要想房间面积大可以选择毛坯房。\n",
    "\n",
    "房间面积主要集中在0-250平米之间，价格低于2000万元。\n",
    "\n",
    "对于普通大众，可以考虑20-250万元的房源（在这里推荐坪山区）可能在地段的选择上可以不怎么考虑，但是房屋朝向，装修可供选择的种类还是挺多的。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "165px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
